CN114402231A - 用机器学习技术解释地震断层 - Google Patents

用机器学习技术解释地震断层 Download PDF

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Publication number
CN114402231A
CN114402231A CN202080052050.8A CN202080052050A CN114402231A CN 114402231 A CN114402231 A CN 114402231A CN 202080052050 A CN202080052050 A CN 202080052050A CN 114402231 A CN114402231 A CN 114402231A
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Prior art keywords
seismic
machine learning
learning technique
data
inline
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Pending
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CN202080052050.8A
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English (en)
Chinese (zh)
Inventor
李岑
A.阿布巴卡尔
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Schlumberger Technology Corp
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Schlumberger Technology Corp
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Publication of CN114402231A publication Critical patent/CN114402231A/zh
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    • GPHYSICS
    • G01MEASURING; TESTING
    • G01VGEOPHYSICS; GRAVITATIONAL MEASUREMENTS; DETECTING MASSES OR OBJECTS; TAGS
    • G01V1/00Seismology; Seismic or acoustic prospecting or detecting
    • G01V1/28Processing seismic data, e.g. for interpretation or for event detection
    • G01V1/34Displaying seismic recordings or visualisation of seismic data or attributes
    • G01V1/345Visualisation of seismic data or attributes, e.g. in 3D cubes
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01VGEOPHYSICS; GRAVITATIONAL MEASUREMENTS; DETECTING MASSES OR OBJECTS; TAGS
    • G01V1/00Seismology; Seismic or acoustic prospecting or detecting
    • G01V1/28Processing seismic data, e.g. for interpretation or for event detection
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01VGEOPHYSICS; GRAVITATIONAL MEASUREMENTS; DETECTING MASSES OR OBJECTS; TAGS
    • G01V1/00Seismology; Seismic or acoustic prospecting or detecting
    • G01V1/28Processing seismic data, e.g. for interpretation or for event detection
    • G01V1/282Application of seismic models, synthetic seismograms
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01VGEOPHYSICS; GRAVITATIONAL MEASUREMENTS; DETECTING MASSES OR OBJECTS; TAGS
    • G01V1/00Seismology; Seismic or acoustic prospecting or detecting
    • G01V1/28Processing seismic data, e.g. for interpretation or for event detection
    • G01V1/30Analysis
    • G01V1/301Analysis for determining seismic cross-sections or geostructures
    • G01V1/302Analysis for determining seismic cross-sections or geostructures in 3D data cubes
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01VGEOPHYSICS; GRAVITATIONAL MEASUREMENTS; DETECTING MASSES OR OBJECTS; TAGS
    • G01V1/00Seismology; Seismic or acoustic prospecting or detecting
    • G01V1/28Processing seismic data, e.g. for interpretation or for event detection
    • G01V1/34Displaying seismic recordings or visualisation of seismic data or attributes
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00Machine learning
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/045Combinations of networks
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01VGEOPHYSICS; GRAVITATIONAL MEASUREMENTS; DETECTING MASSES OR OBJECTS; TAGS
    • G01V2210/00Details of seismic processing or analysis
    • G01V2210/60Analysis
    • G01V2210/64Geostructures, e.g. in 3D data cubes
    • G01V2210/642Faults
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01VGEOPHYSICS; GRAVITATIONAL MEASUREMENTS; DETECTING MASSES OR OBJECTS; TAGS
    • G01V2210/00Details of seismic processing or analysis
    • G01V2210/60Analysis
    • G01V2210/66Subsurface modeling
    • G01V2210/667Determining confidence or uncertainty in parameters

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  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Remote Sensing (AREA)
  • General Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Acoustics & Sound (AREA)
  • Geophysics (AREA)
  • General Life Sciences & Earth Sciences (AREA)
  • Geology (AREA)
  • Environmental & Geological Engineering (AREA)
  • Software Systems (AREA)
  • Computing Systems (AREA)
  • Artificial Intelligence (AREA)
  • Data Mining & Analysis (AREA)
  • Mathematical Physics (AREA)
  • Evolutionary Computation (AREA)
  • General Engineering & Computer Science (AREA)
  • Biomedical Technology (AREA)
  • Health & Medical Sciences (AREA)
  • Molecular Biology (AREA)
  • General Health & Medical Sciences (AREA)
  • Computational Linguistics (AREA)
  • Biophysics (AREA)
  • Medical Informatics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Geophysics And Detection Of Objects (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
  • Measurement Of Mechanical Vibrations Or Ultrasonic Waves (AREA)
CN202080052050.8A 2019-05-28 2020-05-28 用机器学习技术解释地震断层 Pending CN114402231A (zh)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US201962853681P 2019-05-28 2019-05-28
US62/853,681 2019-05-28
PCT/US2020/034779 WO2020243216A1 (fr) 2019-05-28 2020-05-28 Interprétation de défauts sismiques avec des techniques d'apprentissage machine

Publications (1)

Publication Number Publication Date
CN114402231A true CN114402231A (zh) 2022-04-26

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ID=73554182

Family Applications (1)

Application Number Title Priority Date Filing Date
CN202080052050.8A Pending CN114402231A (zh) 2019-05-28 2020-05-28 用机器学习技术解释地震断层

Country Status (8)

Country Link
US (1) US20220229199A1 (fr)
EP (1) EP4147075A4 (fr)
CN (1) CN114402231A (fr)
AU (1) AU2020283948A1 (fr)
BR (1) BR112021023950A2 (fr)
CA (1) CA3141760A1 (fr)
MX (1) MX2021014549A (fr)
WO (1) WO2020243216A1 (fr)

Families Citing this family (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
GB2597429B (en) * 2019-09-12 2023-07-12 Landmark Graphics Corp Geological feature detection using generative adversarial neural networks
CA3214674A1 (fr) * 2021-03-22 2022-09-29 Schlumberger Canada Limited Construction et validation automatiques de modele de propriete de subsurface
CN113640879B (zh) * 2021-08-16 2022-02-15 中国矿业大学(北京) 基于双网络的储层时移参数预测方法和系统
US20230358910A1 (en) * 2022-05-06 2023-11-09 Landmark Graphics Corporation Automated fault segment generation
US20240069237A1 (en) * 2022-08-26 2024-02-29 Landmark Graphics Corporation Inferring subsurface knowledge from subsurface information

Family Cites Families (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101506686B (zh) * 2006-06-21 2013-11-06 特拉斯帕克地球科学有限责任公司 地质沉积体系的解释
US9952340B2 (en) * 2013-03-15 2018-04-24 General Electric Company Context based geo-seismic object identification
US10139508B1 (en) * 2016-03-24 2018-11-27 EMC IP Holding Company LLC Methods and apparatus for automatic identification of faults on noisy seismic data
CN110462445B (zh) * 2017-02-09 2022-07-26 地质探索系统公司 地球物理深度学习

Also Published As

Publication number Publication date
US20220229199A1 (en) 2022-07-21
WO2020243216A1 (fr) 2020-12-03
EP4147075A4 (fr) 2024-07-24
MX2021014549A (es) 2022-02-11
AU2020283948A1 (en) 2021-12-23
EP4147075A1 (fr) 2023-03-15
CA3141760A1 (fr) 2020-12-03
BR112021023950A2 (pt) 2022-02-01

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